diff --git a/agent/tools/github_find_examples.py b/agent/tools/github_find_examples.py
index f5f2ddaa..d2661f8f 100644
--- a/agent/tools/github_find_examples.py
+++ b/agent/tools/github_find_examples.py
@@ -412,7 +412,7 @@ def find_examples(
         "Sequence: github_find_examples → github_read_file (study the example) → implement based on what you found.\n\n"
         "Skip this only for: simple data queries, status checks, non-code tasks.\n\n"
         "Examples:\n"
-        "  {keyword: 'sft', repo: 'trl'} → finds examples/scripts/sft.py\n"
+        "  {keyword: 'sft', repo: 'trl'} → finds examples/sft_gemma3/sft_gemma3.py\n"
         "  {keyword: 'grpo', repo: 'trl'} → finds GRPO training examples\n"
         "  {repo: 'trl', max_results: 20} → lists all available training method examples"
     ),
diff --git a/agent/tools/research_tool.py b/agent/tools/research_tool.py
index 3cc19b2b..afc0e90b 100644
--- a/agent/tools/research_tool.py
+++ b/agent/tools/research_tool.py
@@ -185,7 +185,7 @@ async def _record_research_llm_call(
 
 # 6. Now get working code for the training method
 github_find_examples({"repo": "trl", "keyword": "sft"})
-github_read_file({"repo": "huggingface/trl", "path": "examples/scripts/sft.py"})
+github_read_file({"repo": "huggingface/trl", "path": "trl/scripts/sft.py"})
 explore_hf_docs("trl")
 ```